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Articles tagged as industrial dataops

The Industrial Data Maturity Model

Manufacturers investing in AI, advanced analytics, and autonomous systems face a recurring problem: the data underneath these initiatives is not ready to support them. Amazon Web Services and HighByte published a 25-page white paper, "A Maturity…

How Agentic AI Changes Factory Data Requirements

Most factory data architectures today serve between 10 and 50 consuming systems. Agentic AI will push that number into the thousands, a 100x increase in edge-based data consumers. The ISA-95 layer-by-layer model was not designed for…

2026 Smart Manufacturing Ecosystem: 27 Platforms for Industrial AI

The manufacturing sector is currently navigating a massive transition from static dashboards to Agentic AI, systems that can perceive, reason, and act autonomously. However, as highlighted by industry leaders during the sessions and discussions at IIoT…

Industry 4.0 project stuck in pilot? Tackle these 5 roadblocks

According to the World Economic Forum, 70% of Industry 4.0 projects never move beyond the pilot phase. Research by IndustryWeek shows 86% of manufacturers are pursuing digital transformation, yet most stall on data. According to HighByte,…

Mid-Year Review: Emerging Tech & Trends in Industrial Data

We’re halfway there. June marks the mid-point of an already eventful year for manufacturing and industrial technology. Governmental influence on tariffs and sustainability benchmarking has reset the way many manufacturing companies are forecasting the ensuing quarters.…

Edge AI + Intelligence Hub: A Match in the Making

The convergence of edge AI and centralized intelligence hubs is creating a new operational architecture for manufacturers seeking real-time decision-making without sacrificing data governance or scalability. In this article, IIoT World examines how pairing local inference…

Industrial AI Needs a Backbone—And That Backbone Is DataOps

At Hannover Messe 2025, John Harrington of HighByte offered a timely reminder: as AI races ahead in the industrial sector, the infrastructure supporting it—specifically, DataOps—needs to keep up. While AI dominates the headlines, its power is fundamentally…

How Industrial DataOps is Shaping Industry 4.0

Industry 4.0 adopters in factories around the world recognize that industrial data is gold. More users and systems want access to this data in real time to convert it into valuable information they can act on…